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Default parameters on MNIST should give good results in 5 minutes give or take - depending on your hardware. Can you show what you got?

That's what I got after 10 minutes on GTX1080 - https://imgur.com/a/4Ba9u

Looks about right. The default setting is as basic as you can get. No transpose convolutions, batch norm, and other tricks for better GANs.